Third-party case study · Qdrant · May 1, 2025

How Pariti doubled its fill rate with Qdrant.

Qdrant's account of the vector search layer behind Pariti's later recruiter-first matching system.

Results reported by Qdrant

Qdrant reported the following results in its May 1, 2025 case study of Pariti.

20% → 48%fill rate

4 min → 1 minvetting time

24% vs 6%database vs traditional interview rate

94%winners in the top decile

8 / monthaverage successful placements

22–40 msquery response